SlideShare una empresa de Scribd logo
1 de 18
Presented By
Shashank Tiwari
Shashank@Tiwari.info
Demand Forecasting
Demand Forecasting
Role of forecasting
Planning process
Need of Forecast
Forecasting Methods
• Qualitative Methods
• Based on opinions
• Quantitative Methods
• Based on mathematical formulae & statistics
Qualitative Methods
1. Delphi Technique
2. Sales Force Opinions
3. User Expectation Method/Survey of Buyer Intentions Method
Delphi Technique
Delphi technique is an interactive forecasting
method which relies on panel of experts.
Sales Force Opinions
A method commonly used by companies for
short-term forecasts for companies sales.
User Expectation Method
The expectations of the buyer of the product
under forecasting is listed, accordingly the
demand of the product is ascertained.
Quantitative Methods
1. Moving Average Method
2. Exponential Smoothing Method
3. Regression Method
Moving Average Method
• Definition
• Formula
• Usage
• Restriction
Formula of Moving Average
Formula for computing the simple moving average
MAn = 𝑖=1
𝑛
𝐷𝑖
𝑛
Problem:
The ABC produce company sells and delivers food produce to restaurants and catering services
within a 100 mile radius of its warehouse. The food supply business is competitive, and the ability
to deliver orders promptly is a factor in getting new customers and keeping old ones. The manager
of the company wants to be certain enough drivers and vehicles are available to deliver orders
promptly and they have adequate inventory in stock. Therefore, the manager wants to be able to
forecast the number of orders that will occur during the next months.
From the records of delivery orders, management has accumulated the following data for the past
10 months, from which it wants to compute three and five months moving average.
Months Order per months
January 120
February 90
March 100
April 75
May 110
June 50
July 75
August 130
September 110
October 90
• Introduction
• Usage
• Reasons for being accepted widely
• Illustrations
Exponential Method
Calculate: Mean Absolute Deviation (M.A.D.), Mean Absolute Percentage Error
(M.A.P.E.), Mean Square Error (M.S.E.) for the following data using exponential
smoothing.
months
1 2 3 4 5 6 7 8 9 10 11 12 13
Actual
sales
240 248 254 243 251 260 249 261 268 254 265 270 ?
Example
• Definition
• Formula
• Usage
• Restriction
Regression Method
Aroma Drip coffee Inc. produces commercial coffee machines that are sold all over the world. The company’s production
facility has operated at near capacity for over a year now. Wayne Conner’s, the plant manager thinks that sales growth will
continue, and he wants to develop long range forecasts to help plan facility requirements for the next 3 years. Sales
records for the past 10 years have been compiled:
Example
Year Annual Sales
1 1000
2 1300
3 1800
4 2000
5 2000
6 2000
7 2200
8 2600
9 2900
10 3200
Evaluation
• Moving average method is simple to set up but is slow
• Exponential Method can take high α value for the forecast to be
responsive and low α value if the data is stable
• Regression is suitable for linear time series data and not for dynamic
data
Conclusion
• Quantitative Methods are easy to understand and desirable for most
the time.
• Demand Forecasting is a must for organizations to anticipate the
future & accordingly prepare for it.

Más contenido relacionado

La actualidad más candente

Aggregate planning
Aggregate planningAggregate planning
Aggregate planningAtif Ghayas
 
Objectives of supply chain management
Objectives of supply chain managementObjectives of supply chain management
Objectives of supply chain managementDENNY OTTARACKAL
 
Supply Chain and Logistics Information System
Supply Chain and Logistics Information SystemSupply Chain and Logistics Information System
Supply Chain and Logistics Information SystemAnusuya Nandi
 
Inventory Management
Inventory ManagementInventory Management
Inventory Managementanoos
 
Distribution Requirements Planning from indiana.edu
Distribution Requirements Planning from indiana.eduDistribution Requirements Planning from indiana.edu
Distribution Requirements Planning from indiana.eduwarmleon
 
Capacity planning ppt
Capacity planning pptCapacity planning ppt
Capacity planning pptGagan bhati
 
Gap analysis in strategic Management
Gap analysis in strategic Management Gap analysis in strategic Management
Gap analysis in strategic Management THIPPESWAMI H,
 
Global Supply Chain
Global Supply ChainGlobal Supply Chain
Global Supply Chainpirama2000
 
Demand forecasting in supply chain
Demand forecasting in supply chainDemand forecasting in supply chain
Demand forecasting in supply chainvishnuvsvn
 
3patry and 4 party logistics
3patry and 4 party logistics3patry and 4 party logistics
3patry and 4 party logisticsArun Kumar
 
Supply chain challenges and opportunities
Supply chain challenges and opportunitiesSupply chain challenges and opportunities
Supply chain challenges and opportunitiesRahul Hedau
 

La actualidad más candente (20)

Aggregate planning
Aggregate planningAggregate planning
Aggregate planning
 
Objectives of supply chain management
Objectives of supply chain managementObjectives of supply chain management
Objectives of supply chain management
 
Supply Chain and Logistics Information System
Supply Chain and Logistics Information SystemSupply Chain and Logistics Information System
Supply Chain and Logistics Information System
 
Supply Chain Performance
Supply Chain PerformanceSupply Chain Performance
Supply Chain Performance
 
Operations strategy
Operations strategyOperations strategy
Operations strategy
 
Inventory Management
Inventory ManagementInventory Management
Inventory Management
 
Supply Chain Strategy
Supply Chain StrategySupply Chain Strategy
Supply Chain Strategy
 
Distribution Requirements Planning from indiana.edu
Distribution Requirements Planning from indiana.eduDistribution Requirements Planning from indiana.edu
Distribution Requirements Planning from indiana.edu
 
Design of supply chain networks
Design of supply chain networksDesign of supply chain networks
Design of supply chain networks
 
Capacity planning ppt
Capacity planning pptCapacity planning ppt
Capacity planning ppt
 
SUPPLY CHAIN STRATEGIES
SUPPLY CHAIN STRATEGIESSUPPLY CHAIN STRATEGIES
SUPPLY CHAIN STRATEGIES
 
Logistics Management
Logistics ManagementLogistics Management
Logistics Management
 
Gap analysis in strategic Management
Gap analysis in strategic Management Gap analysis in strategic Management
Gap analysis in strategic Management
 
Global Supply Chain
Global Supply ChainGlobal Supply Chain
Global Supply Chain
 
Demand forecasting in supply chain
Demand forecasting in supply chainDemand forecasting in supply chain
Demand forecasting in supply chain
 
Operation Process
Operation ProcessOperation Process
Operation Process
 
Inventory Management
Inventory Management Inventory Management
Inventory Management
 
Supply Chain Risk Management
Supply Chain Risk ManagementSupply Chain Risk Management
Supply Chain Risk Management
 
3patry and 4 party logistics
3patry and 4 party logistics3patry and 4 party logistics
3patry and 4 party logistics
 
Supply chain challenges and opportunities
Supply chain challenges and opportunitiesSupply chain challenges and opportunities
Supply chain challenges and opportunities
 

Destacado

Forecasting methods by Neeraj Bhandari ( Surkhet.Nepal )
Forecasting methods by Neeraj Bhandari ( Surkhet.Nepal )Forecasting methods by Neeraj Bhandari ( Surkhet.Nepal )
Forecasting methods by Neeraj Bhandari ( Surkhet.Nepal )Neeraj Bhandari
 
Demand forecasting methods ppt bec bagalkot mba
Demand forecasting methods ppt bec bagalkot mbaDemand forecasting methods ppt bec bagalkot mba
Demand forecasting methods ppt bec bagalkot mbaBabasab Patil
 
Demand estimating and forcasting
Demand estimating and forcastingDemand estimating and forcasting
Demand estimating and forcastingMuntaquir Hasnain
 
Demand estimation and forecasting
Demand estimation and forecastingDemand estimation and forecasting
Demand estimation and forecastingshivraj negi
 
Demand Estimation and Forecast
Demand Estimation and ForecastDemand Estimation and Forecast
Demand Estimation and ForecastRashida Siamwala
 
Demand Forecasting and Market planning
Demand Forecasting and Market planningDemand Forecasting and Market planning
Demand Forecasting and Market planningAmrutha Raghu
 
Demand estimation and forecasting
Demand estimation and forecastingDemand estimation and forecasting
Demand estimation and forecastingshivraj negi
 
Demand Forecasting
Demand ForecastingDemand Forecasting
Demand Forecastingyashpal01
 
Demand estimation
Demand estimation Demand estimation
Demand estimation Qamar Farooq
 
Trend Based + Reg And Holtns
Trend Based + Reg And HoltnsTrend Based + Reg And Holtns
Trend Based + Reg And Holtns3abooodi
 
7 Pillars Of Customer Service
7 Pillars Of Customer Service7 Pillars Of Customer Service
7 Pillars Of Customer ServiceSales Progress
 
Customer Service PowerPoint PPT Content Modern Sample
Customer Service PowerPoint PPT Content Modern SampleCustomer Service PowerPoint PPT Content Modern Sample
Customer Service PowerPoint PPT Content Modern SampleAndrew Schwartz
 
CUSTOMER SERVICE POWERPOINT
CUSTOMER SERVICE POWERPOINTCUSTOMER SERVICE POWERPOINT
CUSTOMER SERVICE POWERPOINTAndrew Schwartz
 
Forecasting Slides
Forecasting SlidesForecasting Slides
Forecasting Slidesknksmart
 

Destacado (20)

Business comm powerpoint customer service
Business comm powerpoint customer serviceBusiness comm powerpoint customer service
Business comm powerpoint customer service
 
forecasting methods
forecasting methodsforecasting methods
forecasting methods
 
Forecasting methods by Neeraj Bhandari ( Surkhet.Nepal )
Forecasting methods by Neeraj Bhandari ( Surkhet.Nepal )Forecasting methods by Neeraj Bhandari ( Surkhet.Nepal )
Forecasting methods by Neeraj Bhandari ( Surkhet.Nepal )
 
Demand forecasting methods ppt bec bagalkot mba
Demand forecasting methods ppt bec bagalkot mbaDemand forecasting methods ppt bec bagalkot mba
Demand forecasting methods ppt bec bagalkot mba
 
Demand estimating and forcasting
Demand estimating and forcastingDemand estimating and forcasting
Demand estimating and forcasting
 
Demand estimation and forecasting
Demand estimation and forecastingDemand estimation and forecasting
Demand estimation and forecasting
 
Demand Estimation and Forecast
Demand Estimation and ForecastDemand Estimation and Forecast
Demand Estimation and Forecast
 
Forecasting
ForecastingForecasting
Forecasting
 
Demand Forecasting and Market planning
Demand Forecasting and Market planningDemand Forecasting and Market planning
Demand Forecasting and Market planning
 
Demand estimation and forecasting
Demand estimation and forecastingDemand estimation and forecasting
Demand estimation and forecasting
 
Demand Forecasting
Demand ForecastingDemand Forecasting
Demand Forecasting
 
Demand estimation
Demand estimation Demand estimation
Demand estimation
 
Trend Based + Reg And Holtns
Trend Based + Reg And HoltnsTrend Based + Reg And Holtns
Trend Based + Reg And Holtns
 
7 Pillars Of Customer Service
7 Pillars Of Customer Service7 Pillars Of Customer Service
7 Pillars Of Customer Service
 
Customer Service PowerPoint PPT Content Modern Sample
Customer Service PowerPoint PPT Content Modern SampleCustomer Service PowerPoint PPT Content Modern Sample
Customer Service PowerPoint PPT Content Modern Sample
 
Forecasting Techniques
Forecasting TechniquesForecasting Techniques
Forecasting Techniques
 
Customer Service Basics
Customer Service BasicsCustomer Service Basics
Customer Service Basics
 
CUSTOMER SERVICE POWERPOINT
CUSTOMER SERVICE POWERPOINTCUSTOMER SERVICE POWERPOINT
CUSTOMER SERVICE POWERPOINT
 
Forecasting Slides
Forecasting SlidesForecasting Slides
Forecasting Slides
 
Demand Estimation
Demand EstimationDemand Estimation
Demand Estimation
 

Similar a Demand Forecasting Methods for ABC Produce Company

Predictive Analytics Demystified
Predictive Analytics DemystifiedPredictive Analytics Demystified
Predictive Analytics DemystifiedSenturus
 
Adoption Plan Technology Products Business Organization Strategy Marketing Ma...
Adoption Plan Technology Products Business Organization Strategy Marketing Ma...Adoption Plan Technology Products Business Organization Strategy Marketing Ma...
Adoption Plan Technology Products Business Organization Strategy Marketing Ma...SlideTeam
 
21 Best Practices for Effective Call Quality Monitoring
21 Best Practices for Effective Call Quality Monitoring21 Best Practices for Effective Call Quality Monitoring
21 Best Practices for Effective Call Quality MonitoringTentacle Cloud
 
Total quality management
Total quality managementTotal quality management
Total quality managementAanand Gajjar
 
Sample assignments of two year mba program
Sample   assignments of two year mba programSample   assignments of two year mba program
Sample assignments of two year mba programsmumbahelp
 
Data Driven Strategy Analytics Technology Approach Corporate
Data Driven Strategy Analytics Technology Approach CorporateData Driven Strategy Analytics Technology Approach Corporate
Data Driven Strategy Analytics Technology Approach CorporateSlideTeam
 
Actionable metrics in lean product development
Actionable metrics in lean product developmentActionable metrics in lean product development
Actionable metrics in lean product developmentHuong Ngo
 
Data Driven Strategy Analytics Technology Approach Corporate
Data Driven Strategy Analytics Technology Approach CorporateData Driven Strategy Analytics Technology Approach Corporate
Data Driven Strategy Analytics Technology Approach CorporateSlideTeam
 
Data Driven Strategy Analytics Technology Approach Corporate
Data Driven Strategy Analytics Technology Approach CorporateData Driven Strategy Analytics Technology Approach Corporate
Data Driven Strategy Analytics Technology Approach CorporateSlideTeam
 
Establishing measurable performance expectations Feb 2019 Criterion Conferenc...
Establishing measurable performance expectations Feb 2019 Criterion Conferenc...Establishing measurable performance expectations Feb 2019 Criterion Conferenc...
Establishing measurable performance expectations Feb 2019 Criterion Conferenc...Mark Hocknell
 
Key Process Management Business Framework Innovation Improvement
Key Process Management Business Framework Innovation ImprovementKey Process Management Business Framework Innovation Improvement
Key Process Management Business Framework Innovation ImprovementSlideTeam
 
Joachim_Sculte_Hungary_Appsday_Demantra_081007.ppt
Joachim_Sculte_Hungary_Appsday_Demantra_081007.pptJoachim_Sculte_Hungary_Appsday_Demantra_081007.ppt
Joachim_Sculte_Hungary_Appsday_Demantra_081007.pptbhagatsingh9
 
Learning Path- Success Metrics-Community.pptx
Learning Path- Success Metrics-Community.pptxLearning Path- Success Metrics-Community.pptx
Learning Path- Success Metrics-Community.pptxbquangtrnh
 
Improving Service Quality and Productivity - Service Marketing
Improving Service Quality and Productivity - Service MarketingImproving Service Quality and Productivity - Service Marketing
Improving Service Quality and Productivity - Service MarketingNuwan Ireshinie
 
Six Sigma- Define & Measure_Sudhanshu.pdf
Six Sigma- Define & Measure_Sudhanshu.pdfSix Sigma- Define & Measure_Sudhanshu.pdf
Six Sigma- Define & Measure_Sudhanshu.pdfSudhanshuMittal20
 
Ad Monsters Kaizen - Mark Verone
Ad Monsters Kaizen - Mark VeroneAd Monsters Kaizen - Mark Verone
Ad Monsters Kaizen - Mark VeroneMark Verone
 

Similar a Demand Forecasting Methods for ABC Produce Company (20)

Module4.pdf
Module4.pdfModule4.pdf
Module4.pdf
 
Demand forecasting
Demand forecastingDemand forecasting
Demand forecasting
 
Kpi webinar deck 11 2016 final
Kpi webinar deck 11 2016   finalKpi webinar deck 11 2016   final
Kpi webinar deck 11 2016 final
 
Predictive Analytics Demystified
Predictive Analytics DemystifiedPredictive Analytics Demystified
Predictive Analytics Demystified
 
Adoption Plan Technology Products Business Organization Strategy Marketing Ma...
Adoption Plan Technology Products Business Organization Strategy Marketing Ma...Adoption Plan Technology Products Business Organization Strategy Marketing Ma...
Adoption Plan Technology Products Business Organization Strategy Marketing Ma...
 
21 Best Practices for Effective Call Quality Monitoring
21 Best Practices for Effective Call Quality Monitoring21 Best Practices for Effective Call Quality Monitoring
21 Best Practices for Effective Call Quality Monitoring
 
Total quality management
Total quality managementTotal quality management
Total quality management
 
Sample assignments of two year mba program
Sample   assignments of two year mba programSample   assignments of two year mba program
Sample assignments of two year mba program
 
Data Driven Strategy Analytics Technology Approach Corporate
Data Driven Strategy Analytics Technology Approach CorporateData Driven Strategy Analytics Technology Approach Corporate
Data Driven Strategy Analytics Technology Approach Corporate
 
Actionable metrics in lean product development
Actionable metrics in lean product developmentActionable metrics in lean product development
Actionable metrics in lean product development
 
Data Driven Strategy Analytics Technology Approach Corporate
Data Driven Strategy Analytics Technology Approach CorporateData Driven Strategy Analytics Technology Approach Corporate
Data Driven Strategy Analytics Technology Approach Corporate
 
Data Driven Strategy Analytics Technology Approach Corporate
Data Driven Strategy Analytics Technology Approach CorporateData Driven Strategy Analytics Technology Approach Corporate
Data Driven Strategy Analytics Technology Approach Corporate
 
Establishing measurable performance expectations Feb 2019 Criterion Conferenc...
Establishing measurable performance expectations Feb 2019 Criterion Conferenc...Establishing measurable performance expectations Feb 2019 Criterion Conferenc...
Establishing measurable performance expectations Feb 2019 Criterion Conferenc...
 
Key Process Management Business Framework Innovation Improvement
Key Process Management Business Framework Innovation ImprovementKey Process Management Business Framework Innovation Improvement
Key Process Management Business Framework Innovation Improvement
 
Joachim_Sculte_Hungary_Appsday_Demantra_081007.ppt
Joachim_Sculte_Hungary_Appsday_Demantra_081007.pptJoachim_Sculte_Hungary_Appsday_Demantra_081007.ppt
Joachim_Sculte_Hungary_Appsday_Demantra_081007.ppt
 
Learning Path- Success Metrics-Community.pptx
Learning Path- Success Metrics-Community.pptxLearning Path- Success Metrics-Community.pptx
Learning Path- Success Metrics-Community.pptx
 
Improving Service Quality and Productivity - Service Marketing
Improving Service Quality and Productivity - Service MarketingImproving Service Quality and Productivity - Service Marketing
Improving Service Quality and Productivity - Service Marketing
 
Six Sigma- Define & Measure_Sudhanshu.pdf
Six Sigma- Define & Measure_Sudhanshu.pdfSix Sigma- Define & Measure_Sudhanshu.pdf
Six Sigma- Define & Measure_Sudhanshu.pdf
 
Lean In Manufacturing
Lean In ManufacturingLean In Manufacturing
Lean In Manufacturing
 
Ad Monsters Kaizen - Mark Verone
Ad Monsters Kaizen - Mark VeroneAd Monsters Kaizen - Mark Verone
Ad Monsters Kaizen - Mark Verone
 

Más de Shashank Tiwari

Crowdsourcing - A detailed study
Crowdsourcing - A detailed studyCrowdsourcing - A detailed study
Crowdsourcing - A detailed studyShashank Tiwari
 
Rossetto - A Lipstick Brand Market Plan
Rossetto - A Lipstick Brand Market PlanRossetto - A Lipstick Brand Market Plan
Rossetto - A Lipstick Brand Market PlanShashank Tiwari
 
Organizational Behavior - Stories & Symbols
Organizational Behavior - Stories & SymbolsOrganizational Behavior - Stories & Symbols
Organizational Behavior - Stories & SymbolsShashank Tiwari
 

Más de Shashank Tiwari (6)

Dominos - Central Idea
Dominos - Central IdeaDominos - Central Idea
Dominos - Central Idea
 
Crowdsourcing - A detailed study
Crowdsourcing - A detailed studyCrowdsourcing - A detailed study
Crowdsourcing - A detailed study
 
Rossetto - A Lipstick Brand Market Plan
Rossetto - A Lipstick Brand Market PlanRossetto - A Lipstick Brand Market Plan
Rossetto - A Lipstick Brand Market Plan
 
AirBnB
AirBnBAirBnB
AirBnB
 
Entrepreneur Elon musk
Entrepreneur   Elon muskEntrepreneur   Elon musk
Entrepreneur Elon musk
 
Organizational Behavior - Stories & Symbols
Organizational Behavior - Stories & SymbolsOrganizational Behavior - Stories & Symbols
Organizational Behavior - Stories & Symbols
 

Último

Operations Management -- Sustainability and Supply Chain Management.pdf
Operations Management -- Sustainability and Supply Chain Management.pdfOperations Management -- Sustainability and Supply Chain Management.pdf
Operations Management -- Sustainability and Supply Chain Management.pdfcoolsnoopy1
 
HOTEL MANAGEMENT SYSTEM PPT PRESENTATION
HOTEL MANAGEMENT SYSTEM PPT PRESENTATIONHOTEL MANAGEMENT SYSTEM PPT PRESENTATION
HOTEL MANAGEMENT SYSTEM PPT PRESENTATIONsivani14565220
 
How Technologies will change the relationship with Human Resources
How Technologies will change the relationship with Human ResourcesHow Technologies will change the relationship with Human Resources
How Technologies will change the relationship with Human ResourcesMassimo Canducci
 
Hajra Karrim: Transformative Leadership Driving Innovation and Efficiency in ...
Hajra Karrim: Transformative Leadership Driving Innovation and Efficiency in ...Hajra Karrim: Transformative Leadership Driving Innovation and Efficiency in ...
Hajra Karrim: Transformative Leadership Driving Innovation and Efficiency in ...dsnow9802
 
Overview PMI Infinity - UK Chapter presentation
Overview PMI Infinity - UK Chapter presentationOverview PMI Infinity - UK Chapter presentation
Overview PMI Infinity - UK Chapter presentationPMIUKChapter
 
From Red to Green: Enhancing Decision-Making with Traffic Light Assessment
From Red to Green: Enhancing Decision-Making with Traffic Light AssessmentFrom Red to Green: Enhancing Decision-Making with Traffic Light Assessment
From Red to Green: Enhancing Decision-Making with Traffic Light AssessmentCIToolkit
 
Adapting to Change: Using PEST Analysis for Better Decision-Making
Adapting to Change: Using PEST Analysis for Better Decision-MakingAdapting to Change: Using PEST Analysis for Better Decision-Making
Adapting to Change: Using PEST Analysis for Better Decision-MakingCIToolkit
 
Leveraging Gap Analysis for Continuous Improvement
Leveraging Gap Analysis for Continuous ImprovementLeveraging Gap Analysis for Continuous Improvement
Leveraging Gap Analysis for Continuous ImprovementCIToolkit
 
The Final Activity in Project Management
The Final Activity in Project ManagementThe Final Activity in Project Management
The Final Activity in Project ManagementCIToolkit
 
Management 11th Edition - Chapter 11 - Adaptive Organizational Design
Management 11th Edition - Chapter 11 - Adaptive Organizational DesignManagement 11th Edition - Chapter 11 - Adaptive Organizational Design
Management 11th Edition - Chapter 11 - Adaptive Organizational Designshakkardaddy
 
Management 11th Edition - Chapter 13 - Managing Teams
Management 11th Edition - Chapter 13 - Managing TeamsManagement 11th Edition - Chapter 13 - Managing Teams
Management 11th Edition - Chapter 13 - Managing Teamsshakkardaddy
 
The Role of Box Plots in Comparing Multiple Data Sets
The Role of Box Plots in Comparing Multiple Data SetsThe Role of Box Plots in Comparing Multiple Data Sets
The Role of Box Plots in Comparing Multiple Data SetsCIToolkit
 
Effective learning in the Age of Hybrid Work - Agile Saturday Tallinn 2024
Effective learning in the Age of Hybrid Work - Agile Saturday Tallinn 2024Effective learning in the Age of Hybrid Work - Agile Saturday Tallinn 2024
Effective learning in the Age of Hybrid Work - Agile Saturday Tallinn 2024Giuseppe De Simone
 
Digital PR Summit - Leadership Lessons: Myths, Mistakes, & Toxic Traits
Digital PR Summit - Leadership Lessons: Myths, Mistakes, & Toxic TraitsDigital PR Summit - Leadership Lessons: Myths, Mistakes, & Toxic Traits
Digital PR Summit - Leadership Lessons: Myths, Mistakes, & Toxic TraitsHannah Smith
 
The Role of Histograms in Exploring Data Insights
The Role of Histograms in Exploring Data InsightsThe Role of Histograms in Exploring Data Insights
The Role of Histograms in Exploring Data InsightsCIToolkit
 
Better SAFe than sorry - Why scaled agile frameworks do not necessarily impro...
Better SAFe than sorry - Why scaled agile frameworks do not necessarily impro...Better SAFe than sorry - Why scaled agile frameworks do not necessarily impro...
Better SAFe than sorry - Why scaled agile frameworks do not necessarily impro...Conny Dethloff
 
Management 11th Edition - Chapter 9 - Strategic Management
Management 11th Edition - Chapter 9 - Strategic ManagementManagement 11th Edition - Chapter 9 - Strategic Management
Management 11th Edition - Chapter 9 - Strategic Managementshakkardaddy
 
Exploring Variable Relationships with Scatter Diagram Analysis
Exploring Variable Relationships with Scatter Diagram AnalysisExploring Variable Relationships with Scatter Diagram Analysis
Exploring Variable Relationships with Scatter Diagram AnalysisCIToolkit
 
Advancing Enterprise Risk Management Practices- A Strategic Framework by Naga...
Advancing Enterprise Risk Management Practices- A Strategic Framework by Naga...Advancing Enterprise Risk Management Practices- A Strategic Framework by Naga...
Advancing Enterprise Risk Management Practices- A Strategic Framework by Naga...Nagarjuna Reddy Aturi
 
Paired Comparison Analysis: A Practical Tool for Evaluating Options and Prior...
Paired Comparison Analysis: A Practical Tool for Evaluating Options and Prior...Paired Comparison Analysis: A Practical Tool for Evaluating Options and Prior...
Paired Comparison Analysis: A Practical Tool for Evaluating Options and Prior...CIToolkit
 

Último (20)

Operations Management -- Sustainability and Supply Chain Management.pdf
Operations Management -- Sustainability and Supply Chain Management.pdfOperations Management -- Sustainability and Supply Chain Management.pdf
Operations Management -- Sustainability and Supply Chain Management.pdf
 
HOTEL MANAGEMENT SYSTEM PPT PRESENTATION
HOTEL MANAGEMENT SYSTEM PPT PRESENTATIONHOTEL MANAGEMENT SYSTEM PPT PRESENTATION
HOTEL MANAGEMENT SYSTEM PPT PRESENTATION
 
How Technologies will change the relationship with Human Resources
How Technologies will change the relationship with Human ResourcesHow Technologies will change the relationship with Human Resources
How Technologies will change the relationship with Human Resources
 
Hajra Karrim: Transformative Leadership Driving Innovation and Efficiency in ...
Hajra Karrim: Transformative Leadership Driving Innovation and Efficiency in ...Hajra Karrim: Transformative Leadership Driving Innovation and Efficiency in ...
Hajra Karrim: Transformative Leadership Driving Innovation and Efficiency in ...
 
Overview PMI Infinity - UK Chapter presentation
Overview PMI Infinity - UK Chapter presentationOverview PMI Infinity - UK Chapter presentation
Overview PMI Infinity - UK Chapter presentation
 
From Red to Green: Enhancing Decision-Making with Traffic Light Assessment
From Red to Green: Enhancing Decision-Making with Traffic Light AssessmentFrom Red to Green: Enhancing Decision-Making with Traffic Light Assessment
From Red to Green: Enhancing Decision-Making with Traffic Light Assessment
 
Adapting to Change: Using PEST Analysis for Better Decision-Making
Adapting to Change: Using PEST Analysis for Better Decision-MakingAdapting to Change: Using PEST Analysis for Better Decision-Making
Adapting to Change: Using PEST Analysis for Better Decision-Making
 
Leveraging Gap Analysis for Continuous Improvement
Leveraging Gap Analysis for Continuous ImprovementLeveraging Gap Analysis for Continuous Improvement
Leveraging Gap Analysis for Continuous Improvement
 
The Final Activity in Project Management
The Final Activity in Project ManagementThe Final Activity in Project Management
The Final Activity in Project Management
 
Management 11th Edition - Chapter 11 - Adaptive Organizational Design
Management 11th Edition - Chapter 11 - Adaptive Organizational DesignManagement 11th Edition - Chapter 11 - Adaptive Organizational Design
Management 11th Edition - Chapter 11 - Adaptive Organizational Design
 
Management 11th Edition - Chapter 13 - Managing Teams
Management 11th Edition - Chapter 13 - Managing TeamsManagement 11th Edition - Chapter 13 - Managing Teams
Management 11th Edition - Chapter 13 - Managing Teams
 
The Role of Box Plots in Comparing Multiple Data Sets
The Role of Box Plots in Comparing Multiple Data SetsThe Role of Box Plots in Comparing Multiple Data Sets
The Role of Box Plots in Comparing Multiple Data Sets
 
Effective learning in the Age of Hybrid Work - Agile Saturday Tallinn 2024
Effective learning in the Age of Hybrid Work - Agile Saturday Tallinn 2024Effective learning in the Age of Hybrid Work - Agile Saturday Tallinn 2024
Effective learning in the Age of Hybrid Work - Agile Saturday Tallinn 2024
 
Digital PR Summit - Leadership Lessons: Myths, Mistakes, & Toxic Traits
Digital PR Summit - Leadership Lessons: Myths, Mistakes, & Toxic TraitsDigital PR Summit - Leadership Lessons: Myths, Mistakes, & Toxic Traits
Digital PR Summit - Leadership Lessons: Myths, Mistakes, & Toxic Traits
 
The Role of Histograms in Exploring Data Insights
The Role of Histograms in Exploring Data InsightsThe Role of Histograms in Exploring Data Insights
The Role of Histograms in Exploring Data Insights
 
Better SAFe than sorry - Why scaled agile frameworks do not necessarily impro...
Better SAFe than sorry - Why scaled agile frameworks do not necessarily impro...Better SAFe than sorry - Why scaled agile frameworks do not necessarily impro...
Better SAFe than sorry - Why scaled agile frameworks do not necessarily impro...
 
Management 11th Edition - Chapter 9 - Strategic Management
Management 11th Edition - Chapter 9 - Strategic ManagementManagement 11th Edition - Chapter 9 - Strategic Management
Management 11th Edition - Chapter 9 - Strategic Management
 
Exploring Variable Relationships with Scatter Diagram Analysis
Exploring Variable Relationships with Scatter Diagram AnalysisExploring Variable Relationships with Scatter Diagram Analysis
Exploring Variable Relationships with Scatter Diagram Analysis
 
Advancing Enterprise Risk Management Practices- A Strategic Framework by Naga...
Advancing Enterprise Risk Management Practices- A Strategic Framework by Naga...Advancing Enterprise Risk Management Practices- A Strategic Framework by Naga...
Advancing Enterprise Risk Management Practices- A Strategic Framework by Naga...
 
Paired Comparison Analysis: A Practical Tool for Evaluating Options and Prior...
Paired Comparison Analysis: A Practical Tool for Evaluating Options and Prior...Paired Comparison Analysis: A Practical Tool for Evaluating Options and Prior...
Paired Comparison Analysis: A Practical Tool for Evaluating Options and Prior...
 

Demand Forecasting Methods for ABC Produce Company

  • 2. Demand Forecasting Role of forecasting Planning process Need of Forecast
  • 3. Forecasting Methods • Qualitative Methods • Based on opinions • Quantitative Methods • Based on mathematical formulae & statistics
  • 4. Qualitative Methods 1. Delphi Technique 2. Sales Force Opinions 3. User Expectation Method/Survey of Buyer Intentions Method
  • 5. Delphi Technique Delphi technique is an interactive forecasting method which relies on panel of experts.
  • 6. Sales Force Opinions A method commonly used by companies for short-term forecasts for companies sales.
  • 7. User Expectation Method The expectations of the buyer of the product under forecasting is listed, accordingly the demand of the product is ascertained.
  • 8. Quantitative Methods 1. Moving Average Method 2. Exponential Smoothing Method 3. Regression Method
  • 9. Moving Average Method • Definition • Formula • Usage • Restriction
  • 10. Formula of Moving Average Formula for computing the simple moving average MAn = 𝑖=1 𝑛 𝐷𝑖 𝑛
  • 11. Problem: The ABC produce company sells and delivers food produce to restaurants and catering services within a 100 mile radius of its warehouse. The food supply business is competitive, and the ability to deliver orders promptly is a factor in getting new customers and keeping old ones. The manager of the company wants to be certain enough drivers and vehicles are available to deliver orders promptly and they have adequate inventory in stock. Therefore, the manager wants to be able to forecast the number of orders that will occur during the next months. From the records of delivery orders, management has accumulated the following data for the past 10 months, from which it wants to compute three and five months moving average.
  • 12. Months Order per months January 120 February 90 March 100 April 75 May 110 June 50 July 75 August 130 September 110 October 90
  • 13. • Introduction • Usage • Reasons for being accepted widely • Illustrations Exponential Method
  • 14. Calculate: Mean Absolute Deviation (M.A.D.), Mean Absolute Percentage Error (M.A.P.E.), Mean Square Error (M.S.E.) for the following data using exponential smoothing. months 1 2 3 4 5 6 7 8 9 10 11 12 13 Actual sales 240 248 254 243 251 260 249 261 268 254 265 270 ? Example
  • 15. • Definition • Formula • Usage • Restriction Regression Method
  • 16. Aroma Drip coffee Inc. produces commercial coffee machines that are sold all over the world. The company’s production facility has operated at near capacity for over a year now. Wayne Conner’s, the plant manager thinks that sales growth will continue, and he wants to develop long range forecasts to help plan facility requirements for the next 3 years. Sales records for the past 10 years have been compiled: Example Year Annual Sales 1 1000 2 1300 3 1800 4 2000 5 2000 6 2000 7 2200 8 2600 9 2900 10 3200
  • 17. Evaluation • Moving average method is simple to set up but is slow • Exponential Method can take high α value for the forecast to be responsive and low α value if the data is stable • Regression is suitable for linear time series data and not for dynamic data
  • 18. Conclusion • Quantitative Methods are easy to understand and desirable for most the time. • Demand Forecasting is a must for organizations to anticipate the future & accordingly prepare for it.